Baier, Gerald und Zhu, Xiao Xiang (2016) GPU-based nonlocal filtering for large scale SAR processing. In: International Geoscience and Remote Sensing Symposium (IGARSS), Seiten 7608-7611. IEEE Xplore. IGARSS 2016, 2016-07-10 - 2016-07-15, Beijing, China. doi: 10.1109/IGARSS.2016.7730984. ISSN 2153-7003.
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Offizielle URL: http://ieeexplore.ieee.org/document/7730984/
Kurzfassung
In the past few years nonlocal filters have emerged as a serious contender for denoising synthetic aperture radar (SAR) images, offering superior noise reduction and detail preservation compared to many other filters. In this manuscript we analyze how nonlocal filters, whose computational costs were so far prohibitive for large scale processing, can be implemented efficiently on graphics processing units (GPU). As a case study NL-SAR, a state of the art SAR filter, is implemented to run on a NVIDIA Tesla K40. We describe the appeal of GPUs, or any other coprocessor, for nonlocal filters. Nonlocal filtering of TanDEM-X interferograms for generating digital elevation models with a higher resolution and accuracy is given as an application that benefits from efficient and fast nonlocal filtering.
elib-URL des Eintrags: | https://elib.dlr.de/108655/ | ||||||||||||
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Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||
Titel: | GPU-based nonlocal filtering for large scale SAR processing | ||||||||||||
Autoren: |
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Datum: | Juli 2016 | ||||||||||||
Erschienen in: | International Geoscience and Remote Sensing Symposium (IGARSS) | ||||||||||||
Referierte Publikation: | Nein | ||||||||||||
Open Access: | Ja | ||||||||||||
Gold Open Access: | Nein | ||||||||||||
In SCOPUS: | Ja | ||||||||||||
In ISI Web of Science: | Nein | ||||||||||||
DOI: | 10.1109/IGARSS.2016.7730984 | ||||||||||||
Seitenbereich: | Seiten 7608-7611 | ||||||||||||
Herausgeber: |
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Verlag: | IEEE Xplore | ||||||||||||
ISSN: | 2153-7003 | ||||||||||||
Status: | veröffentlicht | ||||||||||||
Stichwörter: | synthetic aperture radar, denoising, nonlocal graphics processing units (GPU) | ||||||||||||
Veranstaltungstitel: | IGARSS 2016 | ||||||||||||
Veranstaltungsort: | Beijing, China | ||||||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||||||
Veranstaltungsbeginn: | 10 Juli 2016 | ||||||||||||
Veranstaltungsende: | 15 Juli 2016 | ||||||||||||
Veranstalter : | GRSS | ||||||||||||
HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||
HGF - Programm: | Raumfahrt | ||||||||||||
HGF - Programmthema: | Erdbeobachtung | ||||||||||||
DLR - Schwerpunkt: | Raumfahrt | ||||||||||||
DLR - Forschungsgebiet: | R EO - Erdbeobachtung | ||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | R - Vorhaben hochauflösende Fernerkundungsverfahren (alt) | ||||||||||||
Standort: | Oberpfaffenhofen | ||||||||||||
Institute & Einrichtungen: | Institut für Methodik der Fernerkundung > SAR-Signalverarbeitung | ||||||||||||
Hinterlegt von: | Baier, Gerald | ||||||||||||
Hinterlegt am: | 06 Dez 2016 15:51 | ||||||||||||
Letzte Änderung: | 21 Okt 2024 09:46 |
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